As the financial sector increasingly integrates Artificial Intelligence (AI) into its operations, a new era of efficiency, innovation, and risk emerges. AI's capabilities to process and analyze vast amounts of data at unprecedented speeds are transforming finance, from personalized banking services to complex market analysis. However, scammers and cybercriminals, ever opportunistic, are finding novel ways to exploit AI advancements, presenting a significant challenge to security and regulatory frameworks.